Reputation: 2730
This is the next step in my attempt to build a user-friendly transition matrix in R, a follow-on to post How to add a vertical line to the first column header in a data table?.
Running the MWE code at the bottom generates the transition table shown in the image below (with my comments overlaying). I'm trying to merge the top 2 cells (rows) in the left-most column and vertically-center the column header "to_state". Any suggestions for doing this? Using DT for table rendering if possible.
Please note that in the fuller code this MWE derives from, the table expands/contracts dynamically depending on the number of unique states detected in the underlying data.
I found good potential guidance in Shiny: Merge cells in DT::datatable, but it turns out in that case row cells in the body of the table (not header) are being merged so it is not applicable to my case.
I am not familiar with HTML, CSS. However, there are nice guidelines on-line for formatting HTML tables, including combined column/row mergers. See https://www.brainbell.com/tutorials/HTML_and_CSS/Combining_colspan_And_rowspan.htm, and https://www.w3schools.com/html/html_table_colspan_rowspan.asp. Makes me wonder if a better solution is to ditch my current DT
/html
combo and instead do the table completely in html
where it seems there is more guidance for the rookie like me.
Here is the MWE code:
library(DT)
library(shiny)
library(dplyr)
library(htmltools)
library(data.table)
data <-
data.frame(
ID = c(1,1,1,2,2,2,3,3,3),
Period = c(1, 2, 3, 1, 2, 3, 1, 2, 3),
Values = c(5, 10, 15, 0, 2, 4, 3, 6, 9),
State = c("X0","X1","X2","X0","X2","X0", "X2","X1","X0")
)
numTransit <- function(x, from=1, to=3){
setDT(x)
unique_state <- unique(x$State)
all_states <- setDT(expand.grid(list(from_state = unique_state, to_state = unique_state)))
dcast(x[, .(from_state = State[from],
to_state = State[to]),
by = ID]
[,.N, c("from_state", "to_state")]
[all_states,on = c("from_state", "to_state")],
to_state ~ from_state, value.var = "N"
)
}
ui <- fluidPage(
tags$head(tags$style(".datatables .display {margin-left: 0;}")), # < left-align the table
h4(strong("Base data frame:")),
tableOutput("data"),
h4(strong("Transition table inputs:")),
numericInput("transFrom", "From period:", 1, min = 1, max = 3),
numericInput("transTo", "To period:", 2, min = 1, max = 3),
h4(strong("Output transition table:")),
DTOutput("resultsDT"),
)
server <- function(input, output, session) {
results <-
reactive({
results <- numTransit(data, input$transFrom, input$transTo) %>%
replace(is.na(.), 0) %>%
bind_rows(summarise_all(., ~(if(is.numeric(.)) sum(.) else "Sum")))
results <- cbind(results, Sum = rowSums(results[,-1]))
})
output$data <- renderTable(data)
output$resultsDT <- renderDT(server=FALSE, {
req(results())
datatable(
data = results(),
rownames = FALSE,
filter = 'none',
container = tags$table(
class = 'display',
tags$thead(
tags$tr(
tags$th(colspan = 1, '', style = "border-right: solid 1px;"),
tags$th(colspan = 10, sprintf('From state where initial period = %s', input$transFrom))
),
tags$tr(
mapply(tags$th, colnames(results()), style = sprintf("border-right: solid %spx;", c(1L, rep(0, ncol(results())-1L))), SIMPLIFY = FALSE)
)
)
),
options = list(scrollX = F
, dom = 'ft'
, lengthChange = T
, pagingType = "numbers" # hides Next and Previous buttons
, autoWidth = T
, info = FALSE # hide the "Showing 1 of 2..." at bottom of table
, searching = FALSE # removes search box
),
class = "display"
) %>%
formatStyle(c(1), `border-right` = "solid 1px")
})
}
shinyApp(ui, server)
Upvotes: 2
Views: 2106
Reputation: 3152
The first cell text should be in the upper header, not in the second.
library(DT)
library(shiny)
library(dplyr)
library(htmltools)
library(data.table)
data <-
data.frame(
ID = c(1,1,1,2,2,2,3,3,3),
Period = c(1, 2, 3, 1, 2, 3, 1, 2, 3),
Values = c(5, 10, 15, 0, 2, 4, 3, 6, 9),
State = c("X0","X1","X2","X0","X2","X0", "X2","X1","X0")
)
numTransit <- function(x, from=1, to=3){
setDT(x)
unique_state <- unique(x$State)
all_states <- setDT(expand.grid(list(from_state = unique_state, to_state = unique_state)))
dcast(x[, .(from_state = State[from],
to_state = State[to]),
by = ID]
[,.N, c("from_state", "to_state")]
[all_states,on = c("from_state", "to_state")],
to_state ~ from_state, value.var = "N"
)
}
ui <- fluidPage(
tags$head(tags$style(".datatables .display {margin-left: 0;}")), # < left-align the table
h4(strong("Base data frame:")),
tableOutput("data"),
h4(strong("Transition table inputs:")),
numericInput("transFrom", "From period:", 1, min = 1, max = 3),
numericInput("transTo", "To period:", 2, min = 1, max = 3),
h4(strong("Output transition table:")),
DTOutput("resultsDT"),
)
server <- function(input, output, session) {
results <-
reactive({
results <- numTransit(data, input$transFrom, input$transTo) %>%
replace(is.na(.), 0) %>%
bind_rows(summarise_all(., ~(if(is.numeric(.)) sum(.) else "Sum")))
results <- cbind(results, Sum = rowSums(results[,-1]))
})
output$data <- renderTable(data)
output$resultsDT <- renderDT(server=FALSE, {
req(results())
datatable(
data = results(),
rownames = FALSE,
filter = 'none',
container = tags$table(
class = 'display',
tags$thead(
tags$tr(
tags$th(rowspan = 2, colnames(results())[1], style = "border-right: solid 1px;"),
tags$th(colspan = 10, sprintf('From state where initial period = %s', input$transFrom))
),
tags$tr(
mapply(tags$th, colnames(results())[-1], style = sprintf("border-right: solid %spx;", rep(0, ncol(results()) - 1L)), SIMPLIFY = FALSE)
)
)
),
options = list(scrollX = F
, dom = 'ft'
, lengthChange = T
, pagingType = "numbers" # hides Next and Previous buttons
, autoWidth = T
, info = FALSE # hide the "Showing 1 of 2..." at bottom of table
, searching = FALSE # removes search box
),
class = "display"
) %>%
formatStyle(c(1), `border-right` = "solid 1px")
})
}
shinyApp(ui, server)
Upvotes: 1